{"id":"W2884970318","doi":"10.21037/apm.2018.06.09","title":"Predictors of dyspnea in patients with advanced cancer","year":2018,"lang":"en","type":"article","venue":"Annals of Palliative Medicine","topic":"Effects of Radiation Exposure","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Intensive care medicine; Lung cancer; Cancer; Internal medicine; Emergency medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003706008,0.0001529411,0.0002380019,0.0003959523,0.000251342,0.0003301581,0.0001611194,0.0002421585,0.001453414],"category_scores_gemma":[0.002028303,0.0001018462,0.0002586024,0.000595369,0.000150408,0.0002132801,0.0002778638,0.0004936925,0.0001463015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001693299,"about_ca_system_score_gemma":0.0002795433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002082721,"about_ca_topic_score_gemma":0.0028292,"domain_scores_codex":[0.9997595,0.00006340776,0.00002921371,0.00003924309,0.00006989169,0.00003886699],"domain_scores_gemma":[0.9985575,0.0003561524,0.0006524284,0.00002619663,0.0001317555,0.0002759517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002013547,0.00001119339,0.999016,0.000006127591,0.000008933602,0.00003527911,0.00001147272,0.00003812479,0.00004288923,0.000003552738,0.00007969651,0.0007266134],"study_design_scores_gemma":[0.000002298857,0.00003737786,0.9994628,0.00000427559,0.000007502284,0.0001747091,0.00003539638,0.0001557824,0.00001170672,0.00001042903,0.00009645106,0.000001222024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998417,0.0007079586,0.00007387802,0.0001341194,0.000009276915,0.00001025503,0.000270439,0.000004126551,0.0003728405],"genre_scores_gemma":[0.9994647,0.0001324299,0.00005368105,0.00002171458,0.00001382353,0.000004368992,0.0002547587,6.542364e-7,0.00005382474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002082721,"threshold_uncertainty_score":0.00486213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02781846214176776,"score_gpt":0.3542333481281248,"score_spread":0.3264148859863571,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}